# Dr.med. Dieter-hagen Mahlo: Agent-Direct Score F (38.5%) Site: http://www.lungenarzt-berlin.de Report: https://directindex.org/r/lungenarzt-berlin.de Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Dr.med. Dieter-hagen Mahlo is largely invisible to agents. An AI assistant can open the website of Dr.med. Dieter-hagen Mahlo. It finds no menu or price list, so it answers from other sites. It finds no link to book or order online. ## Direct links - Phone: 030 4532799 ## What to fix first ## What the site tells visitors (Measured, not scored) - **No English version declared.** Visitors from abroad, and assistants answering in English, read the page as it is. In Berlin, 8.8% of comparable sites declare one. - **No structured data for the business.** (+15 points) Add schema.org JSON-LD for the business (Dentist, MedicalClinic, Physiotherapy or the closest type, with name, address, telephone and openingHoursSpecification). It is the one block every assistant reads first; the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **No online booking link on the website.** (+15 points) Agents find no link to follow on the site. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add an online appointment page on your own domain. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **No list of services and prices found.** (+7 points) Agents answer 'what do they treat and what does it cost' from directories instead. Add a page with services and prices as text and link it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Dr.med. Dieter-hagen Mahlo > local business in Brüsseler Straße 1, 13353, Berlin, Berlin dentists, clinics and vets. Phone 030 4532799. ## About - Website: http://www.lungenarzt-berlin.de - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **robots.txt lets AI crawlers in.** No rule blocks the key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. ## Where it stands 4293 of 7439 in Berlin dentists, clinics and vets. Top 58% of the sites scanned in this index. | What the top tenth of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 98% | no | | Publish the menu or price list as HTML | 6% | no | | Let AI crawlers in (no edge block, no robots.txt block) | 86% | yes | | Structured data with address, phone and hours | 15% | no | | Have an llms.txt | 17% | no | Nearest places in the index: Jens Kretlow (D, 0 m, https://directindex.org/r/domainname.de); Christine Raskovic (C, 15 m, https://directindex.org/r/christine-raskovic.de); Augenarztpraxis Dr. Med. Nahla Al-asbahi (D, 17 m, https://directindex.org/r/augenpraxis-mitte.de); Müller-szelies Karin Heilpraktikerin-kinesiologie (F, 17 m, https://directindex.org/r/oya-berlin.de); Jonas Harder, Vasela Loch (D, 20 m, https://directindex.org/r/hno-praxis-mitte.de); Dr. med. Christoph Dickert (D, 21 m, https://directindex.org/r/hautarzt-wedding.de); Dr. Pastor (F, 57 m, https://directindex.org/r/tierarztpraxis-pastor.de); Zahnarztpraxis Ilja Schwarz (D, 79 m, https://directindex.org/r/zahn-schwarz.de); Annette Voeste (C, 89 m, https://directindex.org/r/praxis-voeste.de); Valeo - Bewältigung Von Emotionen P. Chartrain (C, 120 m, https://directindex.org/r/valeo-gesundheit.de). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included. See what an AI agent reads on this site: https://directindex.org/r/lungenarzt-berlin.de/agent-view ## Businesses like Dr.med. Dieter-hagen Mahlo in Berlin dentists, clinics and vets | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Berlin dentists, clinics and vets | 7439 | 44% | 7% | 38.5% | The best of the businesses of the same kind in Berlin dentists, clinics and vets: Herzensklug (A 95.4%, https://directindex.org/r/herzensklug.de); Pure & Beautiful® (A 90.8%, https://directindex.org/r/pureandbeautiful.de); Akuffo & Gilbertsdóttir Praxis für Faszientherapie Berlin (A 89.2%, https://directindex.org/r/praxis-faszientherapie.de); Aesthetic Doctors Eren Berlin (A 86.2%, https://directindex.org/r/natuerliche-schoenheitsmedizin-berlin.de); Augenpraxis für GROSS Und KLEIN (A 86.2%, https://directindex.org/r/augen-zehlendorf.de). With the three fixes above (No structured data for the business; No online booking link on the website; No list of services and prices found) the score would be about 95.4%: first of 7,439 in Berlin dentists, clinics and vets. ## The direct record What agents get for Dr.med. Dieter-hagen Mahlo, as JSON: https://directindex.org/api/direct/lungenarzt-berlin.de - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 030 4532799 ## Can an agent transact? Measured, not scored (the score stays at spec v1.0). - UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no - ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no - MCP server card (/.well-known/mcp/server-card.json): no - Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): no ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 0 | 25 | | Actionable | 0 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/lungenarzt-berlin.de - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - AI bot rules in robots.txt: yes - Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md) - Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md) - llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md) - API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md) - MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md) - A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md) - Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md) - OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md) - OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md) - auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md) - Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md) - ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md) - DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md) - WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md) - JSON-LD for the business: no Keep watching this business (https://directindex.org/r/lungenarzt-berlin.de/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/lungenarzt-berlin.de/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. Reading and scanning stay free; these few euros pay for the questions sent to the assistants and for the servers. Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lungenarzt-berlin.de&force=1